GSoC 2026

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GSoC 2026 Weekly Update: Week 9 - Navigating Setbacks, Mentor Collaboration, and Brainstorming the Exposure Pipeline

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 Week 9 brought an unexpected halt to active coding as I fell sick for most of the week. Balancing the demands of ongoing academic classes while falling sick for most of the week proved to be quite overwhelming, bringing hands-on coding to a temporary halt.  Managing university coursework alongside open-source development while unwell meant having to listen to my body and step back. However, the downtime also provided a chance to reflect, review our foundations up through Week 8, and collaborate with my mentors on the upcoming technical roadmap.  Stepping Back and Mentor Alignment Rather than trying to force commits while recovering, the focus in the earlier part of the week shifted to high-level review and planning: Reviewing Weeks 1 through 8: Re-evaluated the merged contracts, the local zero-plaintext credential storage vault, and the triage monitor interface to ensure all foundational components remain aligned . Mentor Support: My mentors provided thoughtful ...
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GSoC 2026 Weekly Update: Week 10 - Catching Up, Zero-PII Refinements, and Anomaly Correlation

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  Week 10 has been an intensive and rewarding push. After the setback of falling sick during Week 9, the priority for this week was catching up on our schedule, finalizing outstanding milestones, and locking down the core features for login anomaly detection and remediation playbooks . With steady guidance and feedback from my mentors, we were able to bridge the gap, wrap up our initial exposure pipeline tasks, and officially get all the development work through Week 8 reviewed and merged into the main repository. Zero-PII by Design: Re-evaluating Telemetry One of the most important architectural discussions this week centered on our privacy model. Following review discussions with our project maintainers, we reinforced the core philosophy of BLT-Vanish: absolute zero-PII (Personally Identifiable Information) and zero unnecessary data transmission. Because all sensitive user context and risk analysis must remain strictly on the user's local device without external tracking, we made...
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GSoC 2026 Weekly Update: Week 8 - Stabilization, Backend Controls, and the Discipline of Local Engineering

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Week 8 marks a major consolidation point in the development cycle . This week was focused on stabilizing existing workflows, implementing backend controls, and laying the groundwork for the final phase of threat intelligence features .  A significant portion of the work this week happened locally. Stepping away from the immediate cadence of public commits to focus on local refactoring, debugging, and edge-case testing offers a different kind of learning experience. It gives you the space to run deep regression passes, profile performance budgets, and rethink service boundaries before pushing changes to the repository.  Stabilization and Backend Controls The first priority was hardening what we've already built across the triage and remediation workflows : Defect Resolution & Budgets: Fixed ranking edge cases in the triage queue, resolved minor calculation bugs, and locked down latency budgets for client scans and UI rendering .  Edge Controls: Implemented route-le...
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